Research

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Research is "creative and systematic work undertaken to increase the stock of knowledge". [1] It involves the collection, organization, and analysis of evidence to increase understanding of a topic, characterized by a particular attentiveness to controlling sources of bias and error. These activities are characterized by accounting and controlling for biases. A research project may be an expansion of past work in the field. To test the validity of instruments, procedures, or experiments, research may replicate elements of prior projects or the project as a whole.

Contents

The primary purposes of basic research (as opposed to applied research) are documentation, discovery, interpretation, and the research and development (R&D) of methods and systems for the advancement of human knowledge. Approaches to research depend on epistemologies, which vary considerably both within and between humanities and sciences. There are several forms of research: scientific, humanities, artistic, economic, social, business, marketing, practitioner research, life, technological, etc. The scientific study of research practices is known as meta-research.

A researcher is a person who conducts research, especially in order to discover new information or to reach a new understanding. [2] In order to be a social researcher or a social scientist, one should have enormous knowledge of subjects related to social science that they are specialized in. Similarly, in order to be a natural science researcher, the person should have knowledge of fields related to natural science (physics, chemistry, biology, astronomy, zoology and so on). Professional associations provide one pathway to mature in the research profession. [3]

Etymology

Aristotle, (384-322 BC), one of the early figures in the development of the scientific method Aristotle Altemps Inv8575.jpg
Aristotle, (384–322 BC), one of the early figures in the development of the scientific method

The word research is derived from the Middle French "recherche", which means "to go about seeking", the term itself being derived from the Old French term "recerchier," a compound word from "re-" + "cerchier", or "sercher", meaning 'search'. [5] The earliest recorded use of the term was in 1577. [5]

Definitions

Research has been defined in a number of different ways, and while there are similarities, there does not appear to be a single, all-encompassing definition that is embraced by all who engage in it.

Research, in its simplest terms, is searching for knowledge and searching for truth. In a formal sense, it is a systematic study of a problem attacked by a deliberately chosen strategy, which starts with choosing an approach to preparing a blueprint (design) and acting upon it in terms of designing research hypotheses, choosing methods and techniques, selecting or developing data collection tools, processing the data, interpretation, and ending with presenting solution(s) of the problem. [6]

Another definition of research is given by John W. Creswell, who states that "research is a process of steps used to collect and analyze information to increase our understanding of a topic or issue". It consists of three steps: pose a question, collect data to answer the question, and present an answer to the question. [7]

The Merriam-Webster Online Dictionary defines research more generally to also include studying already existing knowledge: "studious inquiry or examination; especially: investigation or experimentation aimed at the discovery and interpretation of facts, revision of accepted theories or laws in the light of new facts, or practical application of such new or revised theories or laws". [5]

Forms of research

Original research

Original research, also called primary research, is research that is not exclusively based on a summary, review, or synthesis of earlier publications on the subject of research. This material is of a primary-source character. The purpose of the original research is to produce new knowledge rather than present the existing knowledge in a new form (e.g., summarized or classified). [8] [9] Original research can take various forms, depending on the discipline it pertains to. In experimental work, it typically involves direct or indirect observation of the researched subject(s), e.g., in the laboratory or in the field, documents the methodology, results, and conclusions of an experiment or set of experiments, or offers a novel interpretation of previous results. In analytical work, there are typically some new (for example) mathematical results produced or a new way of approaching an existing problem. In some subjects which do not typically carry out experimentation or analysis of this kind, the originality is in the particular way existing understanding is changed or re-interpreted based on the outcome of the work of the researcher. [10]

The degree of originality of the research is among the major criteria for articles to be published in academic journals and usually established by means of peer review. [11] Graduate students are commonly required to perform original research as part of a dissertation. [12]

Scientific research

Primary scientific research being carried out at the Microscopy Laboratory of the Idaho National Laboratory Microscopy lab.jpg
Primary scientific research being carried out at the Microscopy Laboratory of the Idaho National Laboratory
Scientific research equipment at MIT Alcator C-Mod.jpg
Scientific research equipment at MIT
German maritime research vessel Sonne RV Sonne 2014 1.jpg
German maritime research vessel Sonne

Scientific research is a systematic way of gathering data and harnessing curiosity.[ citation needed ] This research provides scientific information and theories for the explanation of the nature and the properties of the world. It makes practical applications possible. Scientific research may be funded by public authorities, charitable organizations, and private organizations. Scientific research can be subdivided by discipline.

Generally, research is understood to follow a certain structural process. Though the order may vary depending on the subject matter and researcher, the following steps are usually part of most formal research, both basic and applied:

  1. Observations and formation of the topic: Consists of the subject area of one's interest and following that subject area to conduct subject-related research. The subject area should not be randomly chosen since it requires reading a vast amount of literature on the topic to determine the gap in the literature the researcher intends to narrow. A keen interest in the chosen subject area is advisable. The research will have to be justified by linking its importance to already existing knowledge about the topic.
  2. Hypothesis: A testable prediction which designates the relationship between two or more variables.
  3. Conceptual definition: Description of a concept by relating it to other concepts.
  4. Operational definition: Details in regards to defining the variables and how they will be measured/assessed in the study.
  5. Gathering of data: Consists of identifying a population and selecting samples, gathering information from or about these samples by using specific research instruments. The instruments used for data collection must be valid and reliable.
  6. Analysis of data: Involves breaking down the individual pieces of data to draw conclusions about it.
  7. Data Interpretation: This can be represented through tables, figures, and pictures, and then described in words.
  8. Test, revising of hypothesis
  9. Conclusion, reiteration if necessary

A common misconception is that a hypothesis will be proven (see, rather, null hypothesis). Generally, a hypothesis is used to make predictions that can be tested by observing the outcome of an experiment. If the outcome is inconsistent with the hypothesis, then the hypothesis is rejected (see falsifiability). However, if the outcome is consistent with the hypothesis, the experiment is said to support the hypothesis. This careful language is used because researchers recognize that alternative hypotheses may also be consistent with the observations. In this sense, a hypothesis can never be proven, but rather only supported by surviving rounds of scientific testing and, eventually, becoming widely thought of as true.

A useful hypothesis allows prediction and within the accuracy of observation of the time, the prediction will be verified. As the accuracy of observation improves with time, the hypothesis may no longer provide an accurate prediction. In this case, a new hypothesis will arise to challenge the old, and to the extent that the new hypothesis makes more accurate predictions than the old, the new will supplant it. Researchers can also use a null hypothesis, which states no relationship or difference between the independent or dependent variables.

Research in the humanities

Research in the humanities involves different methods such as for example hermeneutics and semiotics. Humanities scholars usually do not search for the ultimate correct answer to a question, but instead, explore the issues and details that surround it. Context is always important, and context can be social, historical, political, cultural, or ethnic. An example of research in the humanities is historical research, which is embodied in historical method. Historians use primary sources and other evidence to systematically investigate a topic, and then to write histories in the form of accounts of the past. Other studies aim to merely examine the occurrence of behaviours in societies and communities, without particularly looking for reasons or motivations to explain these. These studies may be qualitative or quantitative, and can use a variety of approaches, such as queer theory or feminist theory. [13]

Artistic research

Artistic research, also seen as 'practice-based research', can take form when creative works are considered both the research and the object of research itself. It is the debatable body of thought which offers an alternative to purely scientific methods in research in its search for knowledge and truth.

The controversial trend of artistic teaching becoming more academics-oriented is leading to artistic research being accepted as the primary mode of enquiry in art as in the case of other disciplines. [14] One of the characteristics of artistic research is that it must accept subjectivity as opposed to the classical scientific methods. As such, it is similar to the social sciences in using qualitative research and intersubjectivity as tools to apply measurement and critical analysis. [15]

Artistic research has been defined by the School of Dance and Circus (Dans och Cirkushögskolan, DOCH), Stockholm in the following manner – "Artistic research is to investigate and test with the purpose of gaining knowledge within and for our artistic disciplines. It is based on artistic practices, methods, and criticality. Through presented documentation, the insights gained shall be placed in a context." [16] Artistic research aims to enhance knowledge and understanding with presentation of the arts. [17] A simpler understanding by Julian Klein defines artistic research as any kind of research employing the artistic mode of perception. [18] For a survey of the central problematics of today's artistic research, see Giaco Schiesser. [19]

According to artist Hakan Topal, in artistic research, "perhaps more so than other disciplines, intuition is utilized as a method to identify a wide range of new and unexpected productive modalities". [20] Most writers, whether of fiction or non-fiction books, also have to do research to support their creative work. This may be factual, historical, or background research. Background research could include, for example, geographical or procedural research. [21]

The Society for Artistic Research (SAR) publishes the triannual Journal for Artistic Research (JAR), [22] [23] an international, online, open access, and peer-reviewed journal for the identification, publication, and dissemination of artistic research and its methodologies, from all arts disciplines and it runs the Research Catalogue (RC), [24] [25] [26] a searchable, documentary database of artistic research, to which anyone can contribute.

Patricia Leavy addresses eight arts-based research (ABR) genres: narrative inquiry, fiction-based research, poetry, music, dance, theatre, film, and visual art. [27]

In 2016, the European League of Institutes of the Arts launched The Florence Principles' on the Doctorate in the Arts. [28] The Florence Principles relating to the Salzburg Principles and the Salzburg Recommendations of the European University Association name seven points of attention to specify the Doctorate / PhD in the Arts compared to a scientific doctorate / PhD. The Florence Principles have been endorsed and are supported also by AEC, CILECT, CUMULUS and SAR.

Historical research

German historian Leopold von Ranke (1795-1886), considered to be one of the founders of modern source-based history Jebens, Adolf - Leopold von Ranke (detail) - 1875.jpg
German historian Leopold von Ranke (1795–1886), considered to be one of the founders of modern source-based history

The historical method comprises the techniques and guidelines by which historians use historical sources and other evidence to research and then to write history. There are various history guidelines that are commonly used by historians in their work, under the headings of external criticism, internal criticism, and synthesis. This includes lower criticism and sensual criticism. Though items may vary depending on the subject matter and researcher, the following concepts are part of most formal historical research: [29]

Documentary research

Steps in conducting research

Research design and evidence Research design and evidence.svg
Research design and evidence
Research cycle Research cycle.svg
Research cycle

Research is often conducted using the hourglass model structure of research. [30] The hourglass model starts with a broad spectrum for research, focusing in on the required information through the method of the project (like the neck of the hourglass), then expands the research in the form of discussion and results. The major steps in conducting research are: [31]

The steps generally represent the overall process; however, they should be viewed as an ever-changing iterative process rather than a fixed set of steps. [33] Most research begins with a general statement of the problem, or rather, the purpose for engaging in the study. [34] The literature review identifies flaws or holes in previous research which provides justification for the study. Often, a literature review is conducted in a given subject area before a research question is identified. A gap in the current literature, as identified by a researcher, then engenders a research question. The research question may be parallel to the hypothesis. The hypothesis is the supposition to be tested. The researcher(s) collects data to test the hypothesis. The researcher(s) then analyzes and interprets the data via a variety of statistical methods, engaging in what is known as empirical research. The results of the data analysis in rejecting or failing to reject the null hypothesis are then reported and evaluated. At the end, the researcher may discuss avenues for further research. However, some researchers advocate for the reverse approach: starting with articulating findings and discussion of them, moving "up" to identification of a research problem that emerges in the findings and literature review. The reverse approach is justified by the transactional nature of the research endeavor where research inquiry, research questions, research method, relevant research literature, and so on are not fully known until the findings have fully emerged and been interpreted.

Rudolph Rummel says, "... no researcher should accept any one or two tests as definitive. It is only when a range of tests are consistent over many kinds of data, researchers, and methods can one have confidence in the results." [35]

Plato in Meno talks about an inherent difficulty, if not a paradox, of doing research that can be paraphrased in the following way, "If you know what you're searching for, why do you search for it?! [i.e., you have already found it] If you don't know what you're searching for, what are you searching for?!" [36]

Research methods

The research room at the New York Public Library, an example of secondary research in progress NYC Public Library Research Room Jan 2006-1- 3.jpg
The research room at the New York Public Library, an example of secondary research in progress
Maurice Hilleman, the preeminent vaccinologist of the 20th century, is credited with saving more lives than any other scientist in that time. Hilleman-Walter-Reed.jpeg
Maurice Hilleman, the preeminent vaccinologist of the 20th century, is credited with saving more lives than any other scientist in that time.

The goal of the research process is to produce new knowledge or deepen understanding of a topic or issue. This process takes three main forms (although, as previously discussed, the boundaries between them may be obscure):

There are two major types of empirical research design: qualitative research and quantitative research. Researchers choose qualitative or quantitative methods according to the nature of the research topic they want to investigate and the research questions they aim to answer:

Qualitative research

Qualitative research refers to much more subjective non-quantitative, use different methods of collecting data, analyzing data, interpreting data for meanings, definitions, characteristics, symbols metaphors of things. Qualitative research further classified into the following types: Ethnography: This research mainly focus on culture of group of people which includes share attributes, language, practices, structure, value, norms and material things, evaluate human lifestyle. Ethno: people, Grapho: to write, this disciple may include ethnic groups, ethno genesis, composition, resettlement and social welfare characteristics. Phenomenology: It is very powerful strategy for demonstrating methodology to health professions education as well as best suited for exploring challenging problems in health professions educations. [38] In addition, PMP researcher Mandy Sha argued that a project management approach is necessary to control the scope, schedule, and cost related to qualitative research design, participant recruitment, data collection, reporting, as well as stakeholder engagement. [39] [40]

Quantitative research
This involves systematic empirical investigation of quantitative properties and phenomena and their relationships, by asking a narrow question and collecting numerical data to analyze it utilizing statistical methods. The quantitative research designs are experimental, correlational, and survey (or descriptive). [41] Statistics derived from quantitative research can be used to establish the existence of associative or causal relationships between variables. Quantitative research is linked with the philosophical and theoretical stance of positivism.

The quantitative data collection methods rely on random sampling and structured data collection instruments that fit diverse experiences into predetermined response categories. These methods produce results that can be summarized, compared, and generalized to larger populations if the data are collected using proper sampling and data collection strategies. [42] Quantitative research is concerned with testing hypotheses derived from theory or being able to estimate the size of a phenomenon of interest. [42]

If the research question is about people, participants may be randomly assigned to different treatments (this is the only way that a quantitative study can be considered a true experiment).[ citation needed ] If this is not feasible, the researcher may collect data on participant and situational characteristics to statistically control for their influence on the dependent, or outcome, variable. If the intent is to generalize from the research participants to a larger population, the researcher will employ probability sampling to select participants. [43]

In either qualitative or quantitative research, the researcher(s) may collect primary or secondary data. [42] Primary data is data collected specifically for the research, such as through interviews or questionnaires. Secondary data is data that already exists, such as census data, which can be re-used for the research. It is good ethical research practice to use secondary data wherever possible. [44]

Mixed-method research, i.e. research that includes qualitative and quantitative elements, using both primary and secondary data, is becoming more common. [45] This method has benefits that using one method alone cannot offer. For example, a researcher may choose to conduct a qualitative study and follow it up with a quantitative study to gain additional insights. [46]

Big data has brought big impacts on research methods so that now many researchers do not put much effort into data collection; furthermore, methods to analyze easily available huge amounts of data have also been developed. Types of Research Method 1. Observatory Research Method 2. Correlation Research Method [47]

Non-empirical research

Non-empirical (theoretical) research is an approach that involves the development of theory as opposed to using observation and experimentation. As such, non-empirical research seeks solutions to problems using existing knowledge as its source. This, however, does not mean that new ideas and innovations cannot be found within the pool of existing and established knowledge. Non-empirical research is not an absolute alternative to empirical research because they may be used together to strengthen a research approach. Neither one is less effective than the other since they have their particular purpose in science. Typically empirical research produces observations that need to be explained; then theoretical research tries to explain them, and in so doing generates empirically testable hypotheses; these hypotheses are then tested empirically, giving more observations that may need further explanation; and so on. See Scientific method.

A simple example of a non-empirical task is the prototyping of a new drug using a differentiated application of existing knowledge; another is the development of a business process in the form of a flow chart and texts where all the ingredients are from established knowledge. Much of cosmological research is theoretical in nature. Mathematics research does not rely on externally available data; rather, it seeks to prove theorems about mathematical objects.

Research ethics

Research ethics is a discipline within the study of applied ethics. Its scope ranges from general scientific integrity and misconduct to the treatment of human and animal subjects. The social responsibilities of scientists and researchers are not traditionally included and are less well defined.

The discipline is most developed in medical research. Beyond the issues of falsification, fabrication, and plagiarism that arise in every scientific field, research design in human subject research and animal testing are the areas that raise ethical questions most often.

The list of historic cases includes many large-scale violations and crimes against humanity such as Nazi human experimentation and the Tuskegee syphilis experiment which led to international codes of research ethics. No approach has been universally accepted, but typically-cited codes are the 1947 Nuremberg Code, the 1964 Declaration of Helsinki, and the 1978 Belmont Report.

Today, research ethics committees, such as those of the US, UK, and EU, govern and oversee the responsible conduct of research.

Research in other fields such as social sciences, information technology, biotechnology, or engineering may generate ethical concerns.

Problems in research

Meta-research

Meta-research is the study of research through the use of research methods. Also known as "research on research", it aims to reduce waste and increase the quality of research in all fields. Meta-research concerns itself with the detection of bias, methodological flaws, and other errors and inefficiencies. Among the finding of meta-research is a low rates of reproducibility across a large number of fields. This widespread difficulty in reproducing research has been termed the "replication crisis." [48]

Methods of research

In many disciplines, Western methods of conducting research are predominant. [49] Researchers are overwhelmingly taught Western methods of data collection and study. The increasing participation of indigenous peoples as researchers has brought increased attention to the scientific lacuna in culturally sensitive methods of data collection. [50] Western methods of data collection may not be the most accurate or relevant for research on non-Western societies. For example, "Hua Oranga" was created as a criterion for psychological evaluation in Māori populations, and is based on dimensions of mental health important to the Māori people – "taha wairua (the spiritual dimension), taha hinengaro (the mental dimension), taha tinana (the physical dimension), and taha whanau (the family dimension)". [51]

Bias

Research is often biased in the languages that are preferred (linguicism) and the geographic locations where research occurs. Periphery scholars face the challenges of exclusion and linguicism in research and academic publication. As the great majority of mainstream academic journals are written in English, multilingual periphery scholars often must translate their work to be accepted to elite Western-dominated journals. [52] Multilingual scholars' influences from their native communicative styles can be assumed to be incompetence instead of difference. [53]

For comparative politics, Western countries are over-represented in single-country studies, with heavy emphasis on Western Europe, Canada, Australia, and New Zealand. Since 2000, Latin American countries have become more popular in single-country studies. In contrast, countries in Oceania and the Caribbean are the focus of very few studies. Patterns of geographic bias also show a relationship with linguicism: countries whose official languages are French or Arabic are far less likely to be the focus of single-country studies than countries with different official languages. Within Africa, English-speaking countries are more represented than other countries. [54]

Generalizability

Generalization is the process of more broadly applying the valid results of one study. [55] Studies with a narrow scope can result in a lack of generalizability, meaning that the results may not be applicable to other populations or regions. In comparative politics, this can result from using a single-country study, rather than a study design that uses data from multiple countries. Despite the issue of generalizability, single-country studies have risen in prevalence since the late 2000s. [54]

Publication peer review

Peer review is a form of self-regulation by qualified members of a profession within the relevant field. Peer review methods are employed to maintain standards of quality, improve performance, and provide credibility. In academia, scholarly peer review is often used to determine an academic paper's suitability for publication. Usually, the peer review process involves experts in the same field who are consulted by editors to give a review of the scholarly works produced by a colleague of theirs from an unbiased and impartial point of view, and this is usually done free of charge. The tradition of peer reviews being done for free has however brought many pitfalls which are also indicative of why most peer reviewers decline many invitations to review. [56] It was observed that publications from periphery countries rarely rise to the same elite status as those of North America and Europe, because limitations on the availability of resources including high-quality paper and sophisticated image-rendering software and printing tools render these publications less able to satisfy standards currently carrying formal or informal authority in the publishing industry. [53] These limitations in turn result in the under-representation of scholars from periphery nations among the set of publications holding prestige status relative to the quantity and quality of those scholars' research efforts, and this under-representation in turn results in disproportionately reduced acceptance of the results of their efforts as contributions to the body of knowledge available worldwide.

Influence of the open-access movement

The open access movement assumes that all information generally deemed useful should be free and belongs to a "public domain", that of "humanity". [57] This idea gained prevalence as a result of Western colonial history and ignores alternative conceptions of knowledge circulation. For instance, most indigenous communities consider that access to certain information proper to the group should be determined by relationships. [57]

There is alleged to be a double standard in the Western knowledge system. On the one hand, "digital right management" used to restrict access to personal information on social networking platforms is celebrated as a protection of privacy, while simultaneously when similar functions are used by cultural groups (i.e. indigenous communities) this is denounced as "access control" and reprehended as censorship. [57]

Future perspectives

Even though Western dominance seems to be prominent in research, some scholars, such as Simon Marginson, argue for "the need [for] a plural university world". [58] Marginson argues that the East Asian Confucian model could take over the Western model.

This could be due to changes in funding for research both in the East and the West. Focused on emphasizing educational achievement, East Asian cultures, mainly in China and South Korea, have encouraged the increase of funding for research expansion. [58] In contrast, in the Western academic world, notably in the United Kingdom as well as in some state governments in the United States, funding cuts for university research have occurred, which some [ who? ] say may lead to the future decline of Western dominance in research.

Neo-colonial approaches

Neo-colonial research or neo-colonial science, [59] [60] frequently described as helicopter research, [59] parachute science [61] [62] or research, [63] parasitic research, [64] [65] or safari study, [66] is when researchers from wealthier countries go to a developing country, collect information, travel back to their country, analyze the data and samples, and publish the results with no or little involvement of local researchers. A 2003 study by the Hungarian Academy of Sciences found that 70% of articles in a random sample of publications about least-developed countries did not include a local research co-author. [60]

Frequently, during this kind of research, the local colleagues might be used to provide logistics support as fixers but are not engaged for their expertise or given credit for their participation in the research. Scientific publications resulting from parachute science frequently only contribute to the career of the scientists from rich countries, thus limiting the development of local science capacity (such as funded research centers) and the careers of local scientists. [59] This form of "colonial" science has reverberations of 19th century scientific practices of treating non-Western participants as "others" in order to advance colonialism—and critics call for the end of these extractivist practices in order to decolonize knowledge. [67] [68]

This kind of research approach reduces the quality of research because international researchers may not ask the right questions or draw connections to local issues. [69] The result of this approach is that local communities are unable to leverage the research to their own advantage. [62] Ultimately, especially for fields dealing with global issues like conservation biology which rely on local communities to implement solutions, neo-colonial science prevents institutionalization of the findings in local communities in order to address issues being studied by scientists. [62] [67]

Professionalisation

In several national and private academic systems, the professionalisation of research has resulted in formal job titles.

In Russia

In present-day Russia, and some other countries of the former Soviet Union, the term researcher (Russian: Научный сотрудник, nauchny sotrudnik) has been used both as a generic term for a person who has been carrying out scientific research, and as a job position within the frameworks of the Academy of Sciences, universities, and in other research-oriented establishments.

The following ranks are known:

Publishing

Cover of the first issue of Nature, 4 November 1869 Nature cover, November 4, 1869.jpg
Cover of the first issue of Nature , 4 November 1869

Academic publishing is a system that is necessary for academic scholars to peer review the work and make it available for a wider audience. The system varies widely by field and is also always changing, if often slowly. Most academic work is published in journal article or book form. There is also a large body of research that exists in either a thesis or dissertation form. These forms of research can be found in databases explicitly for theses and dissertations. In publishing, STM publishing is an abbreviation for academic publications in science, technology, and medicine. Most established academic fields have their own scientific journals and other outlets for publication, though many academic journals are somewhat interdisciplinary, and publish work from several distinct fields or subfields. The kinds of publications that are accepted as contributions of knowledge or research vary greatly between fields, from the print to the electronic format. A study suggests that researchers should not give great consideration to findings that are not replicated frequently. [71] It has also been suggested that all published studies should be subjected to some measure for assessing the validity or reliability of its procedures to prevent the publication of unproven findings. [72] Business models are different in the electronic environment. Since about the early 1990s, licensing of electronic resources, particularly journals, has been very common. Presently, a major trend, particularly with respect to scholarly journals, is open access. [73] There are two main forms of open access: open access publishing, in which the articles or the whole journal is freely available from the time of publication, and self-archiving, where the author makes a copy of their own work freely available on the web.

Research statistics and funding

Most funding for scientific research comes from three major sources: corporate research and development departments; private foundations; and government research councils such as the National Institutes of Health in the US [74] and the Medical Research Council in the UK. These are managed primarily through universities and in some cases through military contractors. Many senior researchers (such as group leaders) spend a significant amount of their time applying for grants for research funds. These grants are necessary not only for researchers to carry out their research but also as a source of merit. The Social Psychology Network provides a comprehensive list of U.S. Government and private foundation funding sources.

The total number of researchers (full-time equivalents) per million inhabitants for individual countries is shown in the following table.

Countryresearchers (full-time equivalents) per million inhabitants 2018 [75]
Flag of Algeria.svg  Algeria 819
Flag of Argentina.svg  Argentina 1192
Flag of Austria.svg  Austria 5733
Flag of Belgium (civil).svg  Belgium 5023
Flag of Bulgaria.svg  Bulgaria 2343
Flag of Canada (Pantone).svg  Canada 4326
Flag of Chile.svg  Chile 493
Flag of the People's Republic of China.svg  China 1307
Flag of Costa Rica.svg  Costa Rica 380
Flag of Croatia.svg  Croatia 1921
Flag of Cyprus.svg  Cyprus 1256
Flag of the Czech Republic.svg  Czechia 3863
Flag of Denmark.svg  Denmark 8066
Flag of Egypt.svg  Egypt 687
Flag of Estonia.svg  Estonia 3755
Flag of Finland.svg  Finland 6861
Flag of France.svg  France 4715
Flag of Georgia.svg  Georgia 1464
Flag of Germany.svg  Germany 5212
Flag of Greece.svg  Greece 3483
Flag of Hungary.svg  Hungary 3238
Flag of Iceland.svg  Iceland 6131
Flag of India.svg  India 253
Flag of Indonesia.svg  Indonesia 216
Flag of Iran.svg  Iran 1475
Flag of Ireland.svg  Ireland 5243
Flag of Israel.svg  Israel 2307
Flag of Italy.svg  Italy 2307
Flag of Japan.svg  Japan 5331
Flag of Jordan.svg  Jordan 596
Flag of Kazakhstan.svg  Kazakhstan 667
Flag of Kuwait.svg  Kuwait 514
Flag of Latvia.svg  Latvia 1792
Flag of Lithuania.svg  Lithuania 3191
Flag of Luxembourg.svg  Luxembourg 4942
Flag of Malaysia.svg  Malaysia 2397
Flag of Malta.svg  Malta 1947
Flag of Mauritius.svg  Mauritius 474
Flag of Mexico.svg  Mexico 315
Flag of Moldova.svg  Moldova 696
Flag of Montenegro.svg  Montenegro 734
Flag of Morocco.svg  Morocco 1074
Flag of the Netherlands.svg  Netherlands 5605
Flag of New Zealand.svg  New Zealand 5530
Flag of North Macedonia.svg  North Macedonia 799
Flag of Norway.svg  Norway 6467
Flag of Pakistan.svg  Pakistan 336
Flag of Poland.svg  Poland 3106
Flag of Portugal.svg  Portugal 4538
Flag of Romania.svg  Romania 882
Flag of Russia.svg  Russia 2784
Flag of Serbia.svg  Serbia 2087
Flag of Singapore.svg  Singapore 6803
Flag of Slovakia.svg  Slovakia 2996
Flag of Slovenia.svg  Slovenia 4855
Flag of South Africa.svg  South Africa 518
Flag of South Korea.svg  South Korea 7980
Flag of Spain.svg  Spain 3001
Flag of Sweden.svg  Sweden 7536
Flag of Switzerland (Pantone).svg  Switzerland 5450
Flag of Thailand.svg  Thailand 1350
Flag of Tunisia.svg  Tunisia 1772
Flag of Turkey.svg  Turkey 1379
Flag of Ukraine.svg  Ukraine 988
Flag of the United Arab Emirates.svg  United Arab Emirates 2379
Flag of the United Kingdom.svg  United Kingdom 4603
Flag of the United States.svg  United States of America 4412
Flag of Uruguay.svg  Uruguay 696
Flag of Vietnam.svg  Vietnam 708

Research expenditure by type of research as a share of GDP for individual countries is shown in the following table.

CountryResearch expenditure as a share of GDP by type of research (%), 2018 [76]
BasicAppliedDevelopment
Flag of Algeria.svg  Algeria 0.010.270.02
Flag of Argentina.svg  Argentina 0.140.270.12
Flag of Austria.svg  Austria 0.541.001.46
Flag of Belgium (civil).svg  Belgium 0.301.241.16
Flag of Bulgaria.svg  Bulgaria 0.080.470.20
Flag of Chile.svg  Chile 0.100.140.08
Flag of the People's Republic of China.svg  China 0.120.241.82
Flag of Costa Rica.svg  Costa Rica 0.100.070.02
Flag of Croatia.svg  Croatia 0.330.280.25
Flag of Cyprus.svg  Cyprus 0.080.300.18
Flag of the Czech Republic.svg  Czechia 0.500.770.66
Flag of Denmark.svg  Denmark 0.560.951.54
Flag of Estonia.svg  Estonia 0.350.280.66
Flag of France.svg  France 0.500.920.78
Flag of Greece.svg  Greece 0.350.370.41
Flag of Hungary.svg  Hungary 0.260.300.78
Flag of Iceland.svg  Iceland 0.430.950.66
Flag of India.svg  India 0.100.150.13
Flag of Ireland.svg  Ireland 0.220.420.55
Flag of Italy.svg  Italy 0.310.580.49
Flag of Israel.svg  Israel 0.520.513.93
Flag of Japan.svg  Japan 0.410.622.10
Flag of Kazakhstan.svg  Kazakhstan 0.020.070.03
Flag of Kuwait.svg  Kuwait 0.000.060.00
Flag of Latvia.svg  Latvia 0.160.220.13
Flag of Lithuania.svg  Lithuania 0.240.380.28
Flag of Luxembourg.svg  Luxembourg 0.480.490.33
Flag of Malaysia.svg  Malaysia 0.420.810.21
Flag of Malta.svg  Malta 0.300.190.09
Flag of Mauritius.svg  Mauritius 0.030.120.02
Flag of Mexico.svg  Mexico 0.100.090.12
Flag of Montenegro.svg  Montenegro 0.100.210.04
Flag of the Netherlands.svg  Netherlands 0.520.870.60
Flag of New Zealand.svg  New Zealand 0.340.550.48
Flag of North Macedonia.svg  North Macedonia 0.090.230.05
Flag of Norway.svg  Norway 0.380.790.93
Flag of Poland.svg  Poland 0.300.180.55
Flag of Portugal.svg  Portugal 0.290.510.53
Flag of Romania.svg  Romania 0.100.310.09
Flag of Russia.svg  Russia 0.150.210.65
Flag of Serbia.svg  Serbia 0.290.340.29
Flag of Singapore.svg  Singapore 0.460.610.87
Flag of Slovakia.svg  Slovakia 0.330.200.30
Flag of Slovenia.svg  Slovenia 0.330.820.71
Flag of South Africa.svg  South Africa 0.220.440.17
Flag of South Korea.svg  South Korea 0.681.063.07
Flag of Spain.svg  Spain 0.260.500.45
Flag of Switzerland (Pantone).svg  Switzerland 1.411.090.88
Flag of Thailand.svg  Thailand 0.100.270.64
Flag of Ukraine.svg  Ukraine 0.110.100.27
Flag of the United Kingdom.svg  United Kingdom 0.300.740.64
Flag of the United States.svg  United States of America 0.470.561.80
Flag of Vietnam.svg  Vietnam 0.070.300.04

See also

Related Research Articles

Biostatistics is a branch of statistics that applies statistical methods to a wide range of topics in biology. It encompasses the design of biological experiments, the collection and analysis of data from those experiments and the interpretation of the results.

<span class="mw-page-title-main">Empirical research</span> Research using empirical evidence

Empirical research is research using empirical evidence. It is also a way of gaining knowledge by means of direct and indirect observation or experience. Empiricism values some research more than other kinds. Empirical evidence can be analyzed quantitatively or qualitatively. Quantifying the evidence or making sense of it in qualitative form, a researcher can answer empirical questions, which should be clearly defined and answerable with the evidence collected. Research design varies by field and by the question being investigated. Many researchers combine qualitative and quantitative forms of analysis to better answer questions that cannot be studied in laboratory settings, particularly in the social sciences and in education.

A case study is an in-depth, detailed examination of a particular case within a real-world context. For example, case studies in medicine may focus on an individual patient or ailment; case studies in business might cover a particular firm's strategy or a broader market; similarly, case studies in politics can range from a narrow happening over time like the operations of a specific political campaign, to an enormous undertaking like world war, or more often the policy analysis of real-world problems affecting multiple stakeholders.

<span class="mw-page-title-main">Academic journal</span> Peer-reviewed scholarly periodical

An academic journal or scholarly journal is a periodical publication in which scholarship relating to a particular academic discipline is published. They serve as permanent and transparent forums for the presentation, scrutiny, and discussion of research. They nearly universally require peer review for research articles or other scrutiny from contemporaries competent and established in their respective fields.

<span class="mw-page-title-main">Multimethodology</span>

Multimethodology or multimethod research includes the use of more than one method of data collection or research in a research study or set of related studies. Mixed methods research is more specific in that it includes the mixing of qualitative and quantitative data, methods, methodologies, and/or paradigms in a research study or set of related studies. One could argue that mixed methods research is a special case of multimethod research. Another applicable, but less often used label, for multi or mixed research is methodological pluralism. All of these approaches to professional and academic research emphasize that monomethod research can be improved through the use of multiple data sources, methods, research methodologies, perspectives, standpoints, and paradigms.

<span class="mw-page-title-main">Qualitative research</span> Form of research

Qualitative research is a type of research that aims to gather and analyse non-numerical (descriptive) data in order to gain an understanding of individuals' social reality, including understanding their attitudes, beliefs, and motivation. This type of research typically involves in-depth interviews, focus groups, or field observations in order to collect data that is rich in detail and context. Qualitative research is often used to explore complex phenomena or to gain insight into people's experiences and perspectives on a particular topic. It is particularly useful when researchers want to understand the meaning that people attach to their experiences or when they want to uncover the underlying reasons for people's behavior. Qualitative methods include ethnography, grounded theory, discourse analysis, and interpretative phenomenological analysis. Qualitative research methods have been used in sociology, anthropology, political science, psychology, communication studies, social work, folklore, educational research, information science and software engineering research.

The following outline is provided as an overview of and topical guide to the scientific method:

<span class="mw-page-title-main">Quantitative research</span> All procedures for the numerical representation of empirical facts

Quantitative research is a research strategy that focuses on quantifying the collection and analysis of data. It is formed from a deductive approach where emphasis is placed on the testing of theory, shaped by empiricist and positivist philosophies.

Educational research refers to the systematic collection and analysis of evidence and data related to the field of education. Research may involve a variety of methods and various aspects of education including student learning, interaction, teaching methods, teacher training, and classroom dynamics.

<span class="mw-page-title-main">Content analysis</span> Research method for studying documents and communication artifacts

Content analysis is the study of documents and communication artifacts, which might be texts of various formats, pictures, audio or video. Social scientists use content analysis to examine patterns in communication in a replicable and systematic manner. One of the key advantages of using content analysis to analyse social phenomena is their non-invasive nature, in contrast to simulating social experiences or collecting survey answers.

<span class="mw-page-title-main">Methodology</span> Study of research methods

In its most common sense, methodology is the study of research methods. However, the term can also refer to the methods themselves or to the philosophical discussion of associated background assumptions. A method is a structured procedure for bringing about a certain goal, like acquiring knowledge or verifying knowledge claims. This normally involves various steps, like choosing a sample, collecting data from this sample, and interpreting the data. The study of methods concerns a detailed description and analysis of these processes. It includes evaluative aspects by comparing different methods. This way, it is assessed what advantages and disadvantages they have and for what research goals they may be used. These descriptions and evaluations depend on philosophical background assumptions. Examples are how to conceptualize the studied phenomena and what constitutes evidence for or against them. When understood in the widest sense, methodology also includes the discussion of these more abstract issues.

<span class="mw-page-title-main">Operationalization</span> Part of the process of research design

In research design, especially in psychology, social sciences, life sciences and physics, operationalization or operationalisation is a process of defining the measurement of a phenomenon which is not directly measurable, though its existence is inferred from other phenomena. Operationalization thus defines a fuzzy concept so as to make it clearly distinguishable, measurable, and understandable by empirical observation. In a broader sense, it defines the extension of a concept—describing what is and is not an instance of that concept. For example, in medicine, the phenomenon of health might be operationalized by one or more indicators like body mass index or tobacco smoking. As another example, in visual processing the presence of a certain object in the environment could be inferred by measuring specific features of the light it reflects. In these examples, the phenomena are difficult to directly observe and measure because they are general/abstract or they are latent. Operationalization helps infer the existence, and some elements of the extension, of the phenomena of interest by means of some observable and measurable effects they have.

<span class="mw-page-title-main">Scholarly method</span> Body of principles and practices used by scholars and academics to make their claims

The scholarly method or scholarship is the body of principles and practices used by scholars and academics to make their claims about their subjects of expertise as valid and trustworthy as possible, and to make them known to the scholarly public. It comprises the methods that systemically advance the teaching, research, and practice of a scholarly or academic field of study through rigorous inquiry. Scholarship is creative, can be documented, can be replicated or elaborated, and can be and is peer reviewed through various methods. The scholarly method includes the subcategories of the scientific method, with which scientists bolster their claims, and the historical method, with which historians verify their claims.

<span class="mw-page-title-main">Literature review</span> Review of the current knowledge of a particular topic

A literature review is an overview of the previously published works on a topic. The term can refer to a full scholarly paper or a section of a scholarly work such as a book, or an article. Either way, a literature review is supposed to provide the researcher/author and the audiences with a general image of the existing knowledge on the topic under question. A good literature review can ensure that a proper research question has been asked and a proper theoretical framework and/or research methodology have been chosen. To be precise, a literature review serves to situate the current study within the body of the relevant literature and to provide context for the reader. In such case, the review usually precedes the methodology and results sections of the work.

Designing Social Inquiry: Scientific Inference in Qualitative Research is an influential 1994 book written by Gary King, Robert Keohane, and Sidney Verba that lays out guidelines for conducting qualitative research. The central thesis of the book is that qualitative and quantitative research share the same "logic of inference." The book primarily applies lessons from regression-oriented analysis to qualitative research, arguing that the same logics of causal inference can be used in both types of research.

<span class="mw-page-title-main">Research question</span> Question that a research project sets out to answer

A research question is "a question that a research project sets out to answer". Choosing a research question is an essential element of both quantitative and qualitative research. Investigation will require data collection and analysis, and the methodology for this will vary widely. Good research questions seek to improve knowledge on an important topic, and are usually narrow and specific.

Inquiry-based learning is a form of active learning that starts by posing questions, problems or scenarios. It contrasts with traditional education, which generally relies on the teacher presenting facts and their knowledge about the subject. Inquiry-based learning is often assisted by a facilitator rather than a lecturer. Inquirers will identify and research issues and questions to develop knowledge or solutions. Inquiry-based learning includes problem-based learning, and is generally used in small-scale investigations and projects, as well as research. The inquiry-based instruction is principally very closely related to the development and practice of thinking and problem-solving skills.

<span class="mw-page-title-main">Hypothesis</span> Proposed explanation for an observation, phenomenon, or scientific problem

A hypothesis is a proposed explanation for a phenomenon. For a hypothesis to be a scientific hypothesis, the scientific method requires that one can test it. Scientists generally base scientific hypotheses on previous observations that cannot satisfactorily be explained with the available scientific theories. Even though the words "hypothesis" and "theory" are often used interchangeably, a scientific hypothesis is not the same as a scientific theory. A working hypothesis is a provisionally accepted hypothesis proposed for further research in a process beginning with an educated guess or thought.

Research synthesis or evidencesynthesis is the process of combining the results of multiple primary research studies aimed at testing the same conceptual hypothesis. It may be applied to either quantitative or qualitative research. Its general goals are to make the findings from multiple different studies more generalizable and applicable.

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Further reading